Let it soak overnight and then a bit longer. Turn it on while it's in the bucket and let it run in there. Worst comes to worst, take it apart and let the pieces soak (if there's build up) .
When you say it runs then stops, does the impellor keep turning or is it seizing up? Does it keep humming or could there be a short in it it? Can you spin the impellor by hand?